Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 212 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.4 MiB |
| Average record size in memory | 877.1 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 10 |
| BOOL | 3 |
| UNSUPPORTED | 1 |
| DATE | 1 |
Reproduction
| Analysis started | 2020-05-23 15:35:04.011028 |
|---|---|
| Analysis finished | 2020-05-23 15:36:42.692804 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
moramaxima_12_meses_1 is highly correlated with moramaxima_12_meses | High Correlation |
moramaxima_12_meses is highly correlated with moramaxima_12_meses_1 | High Correlation |
sector has 120 (1.2%) missing values | Missing |
ingresos is highly skewed (γ1 = 40.05295954) | Skewed |
tiempactivano is highly skewed (γ1 = 50.65164527) | Skewed |
calificacionsistema_financiero is an unsupported type, check if it needs cleaning or further analysis | Rejected |
ingresos has 255 (2.5%) zeros | Zeros |
personascargo has 7507 (75.1%) zeros | Zeros |
tiempactivano has 584 (5.8%) zeros | Zeros |
moramaxima_12_meses has 4222 (42.2%) zeros | Zeros |
moramaxima_12_meses_1 has 4222 (42.2%) zeros | Zeros |
antiguedad_en_el_sistema_financiero has 3368 (33.7%) zeros | Zeros |
numero_de_creditos_vigentes has 8955 (89.5%) zeros | Zeros |
| Distinct count | 10000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5000.5 |
|---|---|
| Minimum | 1 |
| Maximum | 10000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 500.95 |
| Q1 | 2500.75 |
| median | 5000.5 |
| Q3 | 7500.25 |
| 95-th percentile | 9500.05 |
| Maximum | 10000 |
| Range | 9999 |
| Interquartile range (IQR) | 4999.5 |
Descriptive statistics
| Standard deviation | 2886.89568 |
|---|---|
| Coefficient of variation (CV) | 0.5773214038 |
| Kurtosis | -1.2 |
| Mean | 5000.5 |
| Median Absolute Deviation (MAD) | 2500 |
| Skewness | 0 |
| Sum | 50005000 |
| Variance | 8334166.667 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 5424 | 1 | < 0.1% | |
| 1338 | 1 | < 0.1% | |
| 7481 | 1 | < 0.1% | |
| 5432 | 1 | < 0.1% | |
| 9526 | 1 | < 0.1% | |
| 3379 | 1 | < 0.1% | |
| 1330 | 1 | < 0.1% | |
| 7473 | 1 | < 0.1% | |
| 9518 | 1 | < 0.1% | |
| Other values (9990) | 9990 | 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10000 | 1 | < 0.1% | |
| 9999 | 1 | < 0.1% | |
| 9998 | 1 | < 0.1% | |
| 9997 | 1 | < 0.1% | |
| 9996 | 1 | < 0.1% |
mora30
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 7641 | 76.4% | |
| 1 | 2359 | 23.6% |
mora60
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 1133 |
| Value | Count | Frequency (%) | |
| 0 | 8867 | 88.7% | |
| 1 | 1133 | 11.3% |
segmento
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| MDO | |
|---|---|
| STD | |
| VIP | 484 |
| MPY | 157 |
| PY | 132 |
| Value | Count | Frequency (%) | |
| MDO | 6838 | 68.4% | |
| STD | 2389 | 23.9% | |
| VIP | 484 | 4.8% | |
| MPY | 157 | 1.6% | |
| PY | 132 | 1.3% |
Length
| Max length | 3 |
|---|---|
| Mean length | 2.9868 |
| Min length | 2 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 9 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 9 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 9 | 100.0% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 120 |
| Missing (%) | 1.2% |
| Memory size | 78.2 KiB |
| PERSONAS NATURALES | |
|---|---|
| COMERCIO | 162 |
| SERVICIOS | 154 |
| AGROPECUARIO | 49 |
| MANUFACTURA | 34 |
| Other values (5) | 14 |
| Value | Count | Frequency (%) | |
| PERSONAS NATURALES | 9467 | 94.7% | |
| COMERCIO | 162 | 1.6% | |
| SERVICIOS | 154 | 1.5% | |
| AGROPECUARIO | 49 | 0.5% | |
| MANUFACTURA | 34 | 0.3% | |
| SERVICIOS FINANCIEROS | 7 | 0.1% | |
| EDIFICACIONES | 4 | < 0.1% | |
| GOBIERNO | 1 | < 0.1% | |
| RECURSOS NATURALES | 1 | < 0.1% | |
| INFRAESTRUCTURA | 1 | < 0.1% | |
| (Missing) | 120 | 1.2% |
Length
| Max length | 21 |
|---|---|
| Mean length | 17.465 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 18 | 85.7% | |
| Lowercase_Letter | 2 | 9.5% | |
| Space_Separator | 1 | 4.8% |
| Value | Count | Frequency (%) | |
| Latin | 20 | 95.2% | |
| Common | 1 | 4.8% |
| Value | Count | Frequency (%) | |
| ASCII | 21 | 100.0% |
regcons
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| ESPECIAL | |
|---|---|
| OCCIDENTE | |
| CENTRO | |
| SUR | |
| NORTE |
| Value | Count | Frequency (%) | |
| ESPECIAL | 2952 | 29.5% | |
| OCCIDENTE | 2750 | 27.5% | |
| CENTRO | 1694 | 16.9% | |
| SUR | 1494 | 14.9% | |
| NORTE | 1110 | 11.1% |
Length
| Max length | 9 |
|---|---|
| Mean length | 6.8562 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 13 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 13 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 13 | 100.0% |
fdesem
Date
| Distinct count | 1029 |
|---|---|
| Unique (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| Minimum | 2011-03-02 00:00:00 |
|---|---|
| Maximum | 2016-02-29 00:00:00 |
| Distinct count | 2906 |
|---|---|
| Unique (%) | 29.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.86068213 |
|---|---|
| Minimum | 0 |
| Maximum | 4527.398 |
| Zeros | 255 |
| Zeros (%) | 2.5% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.45 |
| Q1 | 0.9201875 |
| median | 1.1684035 |
| Q3 | 1.284 |
| 95-th percentile | 1.388005 |
| Maximum | 4527.398 |
| Range | 4527.398 |
| Interquartile range (IQR) | 0.3638125 |
Descriptive statistics
| Standard deviation | 79.0319445 |
|---|---|
| Coefficient of variation (CV) | 16.25943487 |
| Kurtosis | 1831.176937 |
| Mean | 4.86068213 |
| Median Absolute Deviation (MAD) | 7.345154414 |
| Skewness | 40.05295954 |
| Sum | 48606.8213 |
| Variance | 6246.048252 |
| Value | Count | Frequency (%) | |
| 1.2 | 1239 | 12.4% | |
| 1.3 | 689 | 6.9% | |
| 1 | 516 | 5.2% | |
| 1.1 | 279 | 2.8% | |
| 0 | 255 | 2.5% | |
| 0.64435 | 242 | 2.4% | |
| 0.8 | 178 | 1.8% | |
| 0.9 | 174 | 1.7% | |
| 1.25 | 143 | 1.4% | |
| 0.616 | 136 | 1.4% | |
| Other values (2896) | 6149 | 61.5% |
| Value | Count | Frequency (%) | |
| 0 | 255 | 2.5% | |
| 1e-06 | 92 | 0.9% | |
| 2e-06 | 1 | < 0.1% | |
| 1e-05 | 1 | < 0.1% | |
| 2.1e-05 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4527.398 | 1 | < 0.1% | |
| 3079.894 | 3 | < 0.1% | |
| 1961.198031 | 1 | < 0.1% | |
| 1451.898583 | 3 | < 0.1% | |
| 750 | 1 | < 0.1% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3769 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 7507 |
| Zeros (%) | 75.1% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7621708998 |
|---|---|
| Coefficient of variation (CV) | 2.022209869 |
| Kurtosis | 6.595041672 |
| Mean | 0.3769 |
| Median Absolute Deviation (MAD) | 0.56587766 |
| Skewness | 2.399817814 |
| Sum | 3769 |
| Variance | 0.5809044804 |
| Value | Count | Frequency (%) | |
| 0 | 7507 | 75.1% | |
| 1 | 1555 | 15.6% | |
| 2 | 692 | 6.9% | |
| 3 | 176 | 1.8% | |
| 4 | 50 | 0.5% | |
| 5 | 18 | 0.2% | |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 7507 | 75.1% | |
| 1 | 1555 | 15.6% | |
| 2 | 692 | 6.9% | |
| 3 | 176 | 1.8% | |
| 4 | 50 | 0.5% |
| Value | Count | Frequency (%) | |
| 6 | 2 | < 0.1% | |
| 5 | 18 | 0.2% | |
| 4 | 50 | 0.5% | |
| 3 | 176 | 1.8% | |
| 2 | 692 | 6.9% |
gastos
Real number (ℝ≥0)
| Distinct count | 1228 |
|---|---|
| Unique (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3890325201 |
|---|---|
| Minimum | 0.003214285714 |
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.003214285714 |
|---|---|
| 5-th percentile | 0.308 |
| Q1 | 0.308 |
| median | 0.374726 |
| Q3 | 0.44975 |
| 95-th percentile | 0.55 |
| Maximum | 0.9 |
| Range | 0.8967857143 |
| Interquartile range (IQR) | 0.14175 |
Descriptive statistics
| Standard deviation | 0.08429324901 |
|---|---|
| Coefficient of variation (CV) | 0.216674043 |
| Kurtosis | 1.128621063 |
| Mean | 0.3890325201 |
| Median Absolute Deviation (MAD) | 0.06913968457 |
| Skewness | 0.6516273447 |
| Sum | 3890.325201 |
| Variance | 0.007105351828 |
| Value | Count | Frequency (%) | |
| 0.308 | 2646 | 26.5% | |
| 0.4 | 632 | 6.3% | |
| 0.35 | 388 | 3.9% | |
| 0.5 | 360 | 3.6% | |
| 0.45 | 320 | 3.2% | |
| 0.375 | 188 | 1.9% | |
| 0.6 | 160 | 1.6% | |
| 0.425 | 158 | 1.6% | |
| 0.344 | 158 | 1.6% | |
| 0.55 | 118 | 1.2% | |
| Other values (1218) | 4872 | 48.7% |
| Value | Count | Frequency (%) | |
| 0.003214285714 | 6 | 0.1% | |
| 0.03285714286 | 6 | 0.1% | |
| 0.0625 | 6 | 0.1% | |
| 0.09214285714 | 8 | 0.1% | |
| 0.12 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.9 | 6 | 0.1% | |
| 0.8 | 2 | < 0.1% | |
| 0.7 | 2 | < 0.1% | |
| 0.68 | 2 | < 0.1% | |
| 0.65 | 4 | < 0.1% |
| Distinct count | 36 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 386.1667 |
|---|---|
| Minimum | 0 |
| Maximum | 1050000 |
| Zeros | 584 |
| Zeros (%) | 5.8% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 1050000 |
| Range | 1050000 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 19253.15957 |
|---|---|
| Coefficient of variation (CV) | 49.85712019 |
| Kurtosis | 2585.928623 |
| Mean | 386.1667 |
| Median Absolute Deviation (MAD) | 766.4430666 |
| Skewness | 50.65164527 |
| Sum | 3861667 |
| Variance | 370684153.6 |
| Value | Count | Frequency (%) | |
| 1 | 4533 | 45.3% | |
| 2 | 1880 | 18.8% | |
| 3 | 852 | 8.5% | |
| 0 | 584 | 5.8% | |
| 4 | 533 | 5.3% | |
| 5 | 433 | 4.3% | |
| 6 | 250 | 2.5% | |
| 7 | 200 | 2.0% | |
| 8 | 142 | 1.4% | |
| 10 | 124 | 1.2% | |
| Other values (26) | 469 | 4.7% |
| Value | Count | Frequency (%) | |
| 0 | 584 | 5.8% | |
| 1 | 4533 | 45.3% | |
| 2 | 1880 | 18.8% | |
| 3 | 852 | 8.5% | |
| 4 | 533 | 5.3% |
| Value | Count | Frequency (%) | |
| 1050000 | 2 | < 0.1% | |
| 866880 | 2 | < 0.1% | |
| 72 | 4 | < 0.1% | |
| 42 | 2 | < 0.1% | |
| 32 | 4 | < 0.1% |
ocupacion
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| EMPLEADO | |
|---|---|
| JUBILADOS/PENSIONADO | 444 |
| PROFESIONAL INDEPENDIENTE | 6 |
| Value | Count | Frequency (%) | |
| EMPLEADO | 9550 | 95.5% | |
| JUBILADOS/PENSIONADO | 444 | 4.4% | |
| PROFESIONAL INDEPENDIENTE | 6 | 0.1% |
Length
| Max length | 25 |
|---|---|
| Mean length | 8.543 |
| Min length | 8 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 16 | 88.9% | |
| Space_Separator | 1 | 5.6% | |
| Other_Punctuation | 1 | 5.6% |
| Value | Count | Frequency (%) | |
| Latin | 16 | 88.9% | |
| Common | 2 | 11.1% |
| Value | Count | Frequency (%) | |
| ASCII | 18 | 100.0% |
tipcontrato
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| TÉRMINO INDEFINIDO | |
|---|---|
| TÉRMINO FIJO | |
| OBRA, LABOR O MISIÓN | 744 |
| OTROS | 446 |
| LIBRE NOMBRAMIENTO O REMOCIÓN | 16 |
| Other values (2) | 22 |
| Value | Count | Frequency (%) | |
| TÉRMINO INDEFINIDO | 7038 | 70.4% | |
| TÉRMINO FIJO | 1734 | 17.3% | |
| OBRA, LABOR O MISIÓN | 744 | 7.4% | |
| OTROS | 446 | 4.5% | |
| LIBRE NOMBRAMIENTO O REMOCIÓN | 16 | 0.2% | |
| CARRERA ADMINISTRATIVA | 14 | 0.1% | |
| NOMBRAMIENTO PROVISIONAL | 8 | 0.1% |
Length
| Max length | 29 |
|---|---|
| Mean length | 16.5566 |
| Min length | 5 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 19 | 90.5% | |
| Other_Punctuation | 1 | 4.8% | |
| Space_Separator | 1 | 4.8% |
| Value | Count | Frequency (%) | |
| Latin | 19 | 90.5% | |
| Common | 2 | 9.5% |
| Value | Count | Frequency (%) | |
| ASCII | 19 | 100.0% |
edad
Real number (ℝ≥0)
| Distinct count | 52 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.6953 |
|---|---|
| Minimum | 18 |
| Maximum | 69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 27 |
| median | 30 |
| Q3 | 38 |
| 95-th percentile | 57 |
| Maximum | 69 |
| Range | 51 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 10.30236244 |
|---|---|
| Coefficient of variation (CV) | 0.305750726 |
| Kurtosis | 1.060081067 |
| Mean | 33.6953 |
| Median Absolute Deviation (MAD) | 8.0212968 |
| Skewness | 1.256705791 |
| Sum | 336953 |
| Variance | 106.1386718 |
| Value | Count | Frequency (%) | |
| 27 | 892 | 8.9% | |
| 26 | 892 | 8.9% | |
| 28 | 656 | 6.6% | |
| 29 | 575 | 5.8% | |
| 30 | 500 | 5.0% | |
| 31 | 450 | 4.5% | |
| 25 | 431 | 4.3% | |
| 32 | 416 | 4.2% | |
| 33 | 336 | 3.4% | |
| 34 | 312 | 3.1% | |
| Other values (42) | 4540 | 45.4% |
| Value | Count | Frequency (%) | |
| 18 | 8 | 0.1% | |
| 19 | 38 | 0.4% | |
| 20 | 140 | 1.4% | |
| 21 | 222 | 2.2% | |
| 22 | 190 | 1.9% |
| Value | Count | Frequency (%) | |
| 69 | 22 | 0.2% | |
| 68 | 20 | 0.2% | |
| 67 | 20 | 0.2% | |
| 66 | 18 | 0.2% | |
| 65 | 26 | 0.3% |
estado_civil
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| SOLTERO | |
|---|---|
| CASADO | |
| OTROS | |
| DIVORCIADO | 188 |
| VIUDO | 80 |
| Value | Count | Frequency (%) | |
| SOLTERO | 6323 | 63.2% | |
| CASADO | 1847 | 18.5% | |
| OTROS | 1562 | 15.6% | |
| DIVORCIADO | 188 | 1.9% | |
| VIUDO | 80 | 0.8% |
Length
| Max length | 10 |
|---|---|
| Mean length | 6.5433 |
| Min length | 5 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 12 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 12 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 12 | 100.0% |
genero
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| MASCULINO | |
|---|---|
| FEMENINO |
| Value | Count | Frequency (%) | |
| MASCULINO | 5505 | 55.0% | |
| FEMENINO | 4495 | 45.0% |
Length
| Max length | 9 |
|---|---|
| Mean length | 8.5505 |
| Min length | 8 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
ingresos_totales
Real number (ℝ≥0)
| Distinct count | 1599 |
|---|---|
| Unique (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7911684244 |
|---|---|
| Minimum | 0.6 |
| Maximum | 1.232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 0.616 |
| Q1 | 0.636 |
| median | 0.762145 |
| Q3 | 0.9 |
| 95-th percentile | 1.1 |
| Maximum | 1.232 |
| Range | 0.632 |
| Interquartile range (IQR) | 0.264 |
Descriptive statistics
| Standard deviation | 0.1595499484 |
|---|---|
| Coefficient of variation (CV) | 0.2016636958 |
| Kurtosis | -0.4433238676 |
| Mean | 0.7911684244 |
| Median Absolute Deviation (MAD) | 0.133902923 |
| Skewness | 0.6853864304 |
| Sum | 7911.684244 |
| Variance | 0.02545618604 |
| Value | Count | Frequency (%) | |
| 0.616 | 2078 | 20.8% | |
| 0.8 | 452 | 4.5% | |
| 0.7 | 344 | 3.4% | |
| 0.9 | 296 | 3.0% | |
| 1 | 294 | 2.9% | |
| 0.75 | 194 | 1.9% | |
| 0.688 | 172 | 1.7% | |
| 0.85 | 164 | 1.6% | |
| 1.2 | 126 | 1.3% | |
| 1.1 | 124 | 1.2% | |
| Other values (1589) | 5756 | 57.6% |
| Value | Count | Frequency (%) | |
| 0.6 | 4 | < 0.1% | |
| 0.616 | 2078 | 20.8% | |
| 0.616019 | 2 | < 0.1% | |
| 0.616024 | 2 | < 0.1% | |
| 0.616027 | 34 | 0.3% |
| Value | Count | Frequency (%) | |
| 1.232 | 4 | < 0.1% | |
| 1.2316 | 2 | < 0.1% | |
| 1.2313 | 2 | < 0.1% | |
| 1.23 | 2 | < 0.1% | |
| 1.229 | 2 | < 0.1% |
nivel_academico
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| BACHILLER | |
|---|---|
| TECNÓLOGO | |
| UNIVERSITARIO | |
| OTROS | 428 |
| ESPECIALIZACIÓN | 136 |
| Value | Count | Frequency (%) | |
| BACHILLER | 3235 | 32.4% | |
| TECNÓLOGO | 3213 | 32.1% | |
| UNIVERSITARIO | 2988 | 29.9% | |
| OTROS | 428 | 4.3% | |
| ESPECIALIZACIÓN | 136 | 1.4% |
Length
| Max length | 15 |
|---|---|
| Mean length | 10.1056 |
| Min length | 5 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 18 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 18 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 17 | 100.0% |
tipo_vivienda
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| FAMILIAR | |
|---|---|
| PROPIA | 1122 |
| ALQUILADA | 594 |
| Value | Count | Frequency (%) | |
| FAMILIAR | 8284 | 82.8% | |
| PROPIA | 1122 | 11.2% | |
| ALQUILADA | 594 | 5.9% |
Length
| Max length | 9 |
|---|---|
| Mean length | 7.835 |
| Min length | 6 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
calificacion_superfinanciera
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| A | |
|---|---|
| B | 122 |
| D | 106 |
| E | 102 |
| C | 76 |
| Value | Count | Frequency (%) | |
| A | 9594 | 95.9% | |
| B | 122 | 1.2% | |
| D | 106 | 1.1% | |
| E | 102 | 1.0% | |
| C | 76 | 0.8% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 5 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 5 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 5 | 100.0% |
| Distinct count | 91 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.0129 |
|---|---|
| Minimum | 0 |
| Maximum | 364 |
| Zeros | 4222 |
| Zeros (%) | 42.2% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 30 |
| 95-th percentile | 107 |
| Maximum | 364 |
| Range | 364 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 40.10702172 |
|---|---|
| Coefficient of variation (CV) | 1.541812782 |
| Kurtosis | 12.11807548 |
| Mean | 26.0129 |
| Median Absolute Deviation (MAD) | 26.5646022 |
| Skewness | 2.96156024 |
| Sum | 260129 |
| Variance | 1608.573191 |
| Value | Count | Frequency (%) | |
| 0 | 4222 | 42.2% | |
| 17 | 1366 | 13.7% | |
| 30 | 549 | 5.5% | |
| 47 | 375 | 3.8% | |
| 16 | 324 | 3.2% | |
| 18 | 300 | 3.0% | |
| 48 | 286 | 2.9% | |
| 28 | 230 | 2.3% | |
| 29 | 190 | 1.9% | |
| 13 | 164 | 1.6% | |
| Other values (81) | 1994 | 19.9% |
| Value | Count | Frequency (%) | |
| 0 | 4222 | 42.2% | |
| 1 | 36 | 0.4% | |
| 13 | 164 | 1.6% | |
| 14 | 42 | 0.4% | |
| 15 | 136 | 1.4% |
| Value | Count | Frequency (%) | |
| 364 | 2 | < 0.1% | |
| 351 | 4 | < 0.1% | |
| 321 | 4 | < 0.1% | |
| 320 | 2 | < 0.1% | |
| 304 | 2 | < 0.1% |
%deuda_actual_sistema_financiero
Real number (ℝ≥0)
| Distinct count | 9262 |
|---|---|
| Unique (%) | 92.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7122772989 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.155959325 |
| Q1 | 0.563666625 |
| median | 0.7992201363 |
| Q3 | 0.9209716541 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3573050291 |
Descriptive statistics
| Standard deviation | 0.2606009835 |
|---|---|
| Coefficient of variation (CV) | 0.3658701237 |
| Kurtosis | -0.05900857697 |
| Mean | 0.7122772989 |
| Median Absolute Deviation (MAD) | 0.2135547169 |
| Skewness | -0.9821633154 |
| Sum | 7122.772989 |
| Variance | 0.06791287258 |
| Value | Count | Frequency (%) | |
| 1 | 537 | 5.4% | |
| 0.8987006667 | 8 | 0.1% | |
| 0.940385 | 8 | 0.1% | |
| 0.974074 | 6 | 0.1% | |
| 0.9194576 | 5 | 0.1% | |
| 0.9607115 | 5 | 0.1% | |
| 0 | 5 | 0.1% | |
| 0.8597823333 | 4 | < 0.1% | |
| 0.9819233333 | 4 | < 0.1% | |
| 0.933133 | 4 | < 0.1% | |
| Other values (9252) | 9414 | 94.1% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 0.1% | |
| 0.0009995121951 | 1 | < 0.1% | |
| 0.001943243243 | 1 | < 0.1% | |
| 0.002180869565 | 1 | < 0.1% | |
| 0.002213166667 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 537 | 5.4% | |
| 0.9999617366 | 1 | < 0.1% | |
| 0.9968665 | 1 | < 0.1% | |
| 0.995 | 2 | < 0.1% | |
| 0.9944965 | 1 | < 0.1% |
| Distinct count | 91 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.0129 |
|---|---|
| Minimum | 0 |
| Maximum | 364 |
| Zeros | 4222 |
| Zeros (%) | 42.2% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 30 |
| 95-th percentile | 107 |
| Maximum | 364 |
| Range | 364 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 40.10702172 |
|---|---|
| Coefficient of variation (CV) | 1.541812782 |
| Kurtosis | 12.11807548 |
| Mean | 26.0129 |
| Median Absolute Deviation (MAD) | 26.5646022 |
| Skewness | 2.96156024 |
| Sum | 260129 |
| Variance | 1608.573191 |
| Value | Count | Frequency (%) | |
| 0 | 4222 | 42.2% | |
| 17 | 1366 | 13.7% | |
| 30 | 549 | 5.5% | |
| 47 | 375 | 3.8% | |
| 16 | 324 | 3.2% | |
| 18 | 300 | 3.0% | |
| 48 | 286 | 2.9% | |
| 28 | 230 | 2.3% | |
| 29 | 190 | 1.9% | |
| 13 | 164 | 1.6% | |
| Other values (81) | 1994 | 19.9% |
| Value | Count | Frequency (%) | |
| 0 | 4222 | 42.2% | |
| 1 | 36 | 0.4% | |
| 13 | 164 | 1.6% | |
| 14 | 42 | 0.4% | |
| 15 | 136 | 1.4% |
| Value | Count | Frequency (%) | |
| 364 | 2 | < 0.1% | |
| 351 | 4 | < 0.1% | |
| 321 | 4 | < 0.1% | |
| 320 | 2 | < 0.1% | |
| 304 | 2 | < 0.1% |
experiencia_financiera
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6540 | 65.4% | |
| 1 | 3460 | 34.6% |
| Distinct count | 138 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.3318 |
|---|---|
| Minimum | 0 |
| Maximum | 339 |
| Zeros | 3368 |
| Zeros (%) | 33.7% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 14 |
| 95-th percentile | 56 |
| Maximum | 339 |
| Range | 339 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 21.91461462 |
|---|---|
| Coefficient of variation (CV) | 1.777081579 |
| Kurtosis | 24.20428634 |
| Mean | 12.3318 |
| Median Absolute Deviation (MAD) | 13.55891092 |
| Skewness | 3.833282619 |
| Sum | 123318 |
| Variance | 480.2503338 |
| Value | Count | Frequency (%) | |
| 0 | 3368 | 33.7% | |
| 2 | 509 | 5.1% | |
| 3 | 476 | 4.8% | |
| 4 | 436 | 4.4% | |
| 5 | 378 | 3.8% | |
| 1 | 338 | 3.4% | |
| 6 | 322 | 3.2% | |
| 7 | 286 | 2.9% | |
| 8 | 254 | 2.5% | |
| 10 | 240 | 2.4% | |
| Other values (128) | 3393 | 33.9% |
| Value | Count | Frequency (%) | |
| 0 | 3368 | 33.7% | |
| 1 | 338 | 3.4% | |
| 2 | 509 | 5.1% | |
| 3 | 476 | 4.8% | |
| 4 | 436 | 4.4% |
| Value | Count | Frequency (%) | |
| 339 | 2 | < 0.1% | |
| 217 | 2 | < 0.1% | |
| 213 | 2 | < 0.1% | |
| 202 | 2 | < 0.1% | |
| 200 | 2 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1235 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 8955 |
| Zeros (%) | 89.5% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3973204454 |
|---|---|
| Coefficient of variation (CV) | 3.217169599 |
| Kurtosis | 23.76677782 |
| Mean | 0.1235 |
| Median Absolute Deviation (MAD) | 0.2211885 |
| Skewness | 4.126298584 |
| Sum | 1235 |
| Variance | 0.1578635364 |
| Value | Count | Frequency (%) | |
| 0 | 8955 | 89.5% | |
| 1 | 897 | 9.0% | |
| 2 | 118 | 1.2% | |
| 3 | 22 | 0.2% | |
| 5 | 4 | < 0.1% | |
| 4 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 8955 | 89.5% | |
| 1 | 897 | 9.0% | |
| 2 | 118 | 1.2% | |
| 3 | 22 | 0.2% | |
| 4 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 4 | < 0.1% | |
| 4 | 4 | < 0.1% | |
| 3 | 22 | 0.2% | |
| 2 | 118 | 1.2% | |
| 1 | 897 | 9.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| cliente | mora30 | mora60 | segmento | sector | regcons | fdesem | ingresos | personascargo | gastos | tiempactivano | ocupacion | tipcontrato | edad | estado_civil | genero | ingresos_totales | nivel_academico | tipo_vivienda | calificacion_superfinanciera | calificacionsistema_financiero | moramaxima_12_meses | %deuda_actual_sistema_financiero | moramaxima_12_meses_1 | experiencia_financiera | antiguedad_en_el_sistema_financiero | numero_de_creditos_vigentes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 0 | PY | SERVICIOS | ESPECIAL | 2013-11-20 | 0.000000 | 0 | 0.300 | 0 | EMPLEADO | TÉRMINO INDEFINIDO | 24 | SOLTERO | FEMENINO | 0.600 | UNIVERSITARIO | FAMILIAR | A | NaN | 0 | 0.636742 | 0 | 0 | 4 | 0 |
| 1 | 2 | 1 | 1 | MPY | AGROPECUARIO | OCCIDENTE | 2015-12-16 | 1.500000 | 3 | 0.300 | 4 | EMPLEADO | TÉRMINO FIJO | 30 | OTROS | MASCULINO | 0.600 | BACHILLER | FAMILIAR | A | 666 | 61 | 0.934640 | 61 | 1 | 10 | 0 |
| 2 | 3 | 0 | 0 | PY | PERSONAS NATURALES | OCCIDENTE | 2013-05-08 | 2.058269 | 0 | 0.308 | 1 | EMPLEADO | TÉRMINO INDEFINIDO | 37 | SOLTERO | MASCULINO | 0.616 | TECNÓLOGO | FAMILIAR | A | NaN | 0 | 0.117259 | 0 | 0 | 9 | 0 |
| 3 | 4 | 0 | 0 | MPY | AGROPECUARIO | CENTRO | 2015-11-11 | 3.500000 | 1 | 0.308 | 6 | EMPLEADO | TÉRMINO FIJO | 38 | SOLTERO | FEMENINO | 0.616 | BACHILLER | FAMILIAR | A | 658 | 29 | 1.000000 | 29 | 1 | 8 | 0 |
| 4 | 5 | 0 | 0 | MPY | AGROPECUARIO | SUR | 2013-12-13 | 3.655000 | 0 | 0.308 | 3 | EMPLEADO | TÉRMINO INDEFINIDO | 23 | SOLTERO | FEMENINO | 0.616 | UNIVERSITARIO | FAMILIAR | A | 765 | 17 | 0.354826 | 17 | 0 | 12 | 0 |
| 5 | 6 | 0 | 0 | MPY | AGROPECUARIO | OCCIDENTE | 2015-10-15 | 3.831493 | 0 | 0.308 | 5 | EMPLEADO | LIBRE NOMBRAMIENTO O REMOCIÓN | 52 | OTROS | FEMENINO | 0.616 | BACHILLER | FAMILIAR | A | 697 | 27 | 0.866539 | 27 | 1 | 17 | 1 |
| 6 | 7 | 0 | 0 | MDO | AGROPECUARIO | SUR | 2015-12-10 | 4.000000 | 0 | 0.308 | 4 | EMPLEADO | TÉRMINO INDEFINIDO | 29 | SOLTERO | FEMENINO | 0.616 | TECNÓLOGO | ALQUILADA | A | 739 | 0 | 0.962087 | 0 | 0 | 0 | 0 |
| 7 | 8 | 0 | 0 | MDO | PERSONAS NATURALES | ESPECIAL | 2012-06-28 | 5.200000 | 4 | 0.308 | 3 | EMPLEADO | TÉRMINO INDEFINIDO | 35 | CASADO | MASCULINO | 0.616 | BACHILLER | ALQUILADA | A | 848 | 0 | 0.344223 | 0 | 1 | 3 | 0 |
| 8 | 9 | 0 | 0 | PY | AGROPECUARIO | CENTRO | 2013-10-08 | 7.716000 | 1 | 0.308 | 4 | EMPLEADO | TÉRMINO FIJO | 36 | DIVORCIADO | FEMENINO | 0.616 | BACHILLER | FAMILIAR | A | . | 27 | 0.331954 | 27 | 0 | 8 | 0 |
| 9 | 10 | 1 | 1 | PY | AGROPECUARIO | CENTRO | 2013-12-12 | 7.716000 | 0 | 0.308 | 1 | EMPLEADO | TÉRMINO INDEFINIDO | 20 | SOLTERO | MASCULINO | 0.616 | BACHILLER | FAMILIAR | A | . | 90 | 0.333311 | 90 | 0 | 0 | 0 |
Last rows
| cliente | mora30 | mora60 | segmento | sector | regcons | fdesem | ingresos | personascargo | gastos | tiempactivano | ocupacion | tipcontrato | edad | estado_civil | genero | ingresos_totales | nivel_academico | tipo_vivienda | calificacion_superfinanciera | calificacionsistema_financiero | moramaxima_12_meses | %deuda_actual_sistema_financiero | moramaxima_12_meses_1 | experiencia_financiera | antiguedad_en_el_sistema_financiero | numero_de_creditos_vigentes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 9991 | 0 | 0 | MDO | PERSONAS NATURALES | CENTRO | 2015-07-03 | 1.395000 | 2 | 0.308 | 1 | EMPLEADO | TÉRMINO INDEFINIDO | 29 | OTROS | MASCULINO | 1.170051 | BACHILLER | FAMILIAR | A | 719 | 0 | 0.854218 | 0 | 0 | 0 | 0 |
| 9991 | 9992 | 0 | 0 | MDO | PERSONAS NATURALES | NORTE | 2015-10-05 | 1.395000 | 0 | 0.308 | 5 | EMPLEADO | TÉRMINO INDEFINIDO | 42 | SOLTERO | MASCULINO | 1.190805 | UNIVERSITARIO | FAMILIAR | A | 697 | 0 | 0.946871 | 0 | 0 | 217 | 0 |
| 9992 | 9993 | 1 | 0 | MDO | PERSONAS NATURALES | ESPECIAL | 2013-05-06 | 1.395000 | 2 | 0.308 | 15 | EMPLEADO | TÉRMINO INDEFINIDO | 35 | CASADO | FEMENINO | 1.202463 | TECNÓLOGO | FAMILIAR | A | 659 | 47 | 0.110401 | 47 | 0 | 2 | 0 |
| 9993 | 9994 | 0 | 0 | MDO | PERSONAS NATURALES | ESPECIAL | 2013-04-17 | 1.395000 | 1 | 0.308 | 4 | EMPLEADO | TÉRMINO INDEFINIDO | 25 | OTROS | MASCULINO | 1.205505 | UNIVERSITARIO | FAMILIAR | A | 848 | 0 | 0.072081 | 0 | 1 | 16 | 0 |
| 9994 | 9995 | 0 | 0 | MDO | PERSONAS NATURALES | ESPECIAL | 2015-07-21 | 1.395000 | 0 | 0.308 | 2 | EMPLEADO | TÉRMINO INDEFINIDO | 26 | OTROS | FEMENINO | 1.207553 | UNIVERSITARIO | FAMILIAR | A | 719 | 30 | 0.858635 | 30 | 0 | 2 | 1 |
| 9995 | 9996 | 0 | 0 | MDO | PERSONAS NATURALES | OCCIDENTE | 2015-08-10 | 1.395000 | 1 | 0.308 | 1 | EMPLEADO | TÉRMINO INDEFINIDO | 39 | CASADO | FEMENINO | 1.222883 | TECNÓLOGO | FAMILIAR | A | 605 | 0 | 0.879227 | 0 | 1 | 1 | 1 |
| 9996 | 9997 | 1 | 1 | MDO | PERSONAS NATURALES | OCCIDENTE | 2015-04-27 | 1.395000 | 2 | 0.308 | 1 | EMPLEADO | TÉRMINO INDEFINIDO | 29 | OTROS | MASCULINO | 1.170051 | BACHILLER | FAMILIAR | A | 831 | 47 | 0.841957 | 47 | 0 | 16 | 0 |
| 9997 | 9998 | 0 | 0 | MDO | PERSONAS NATURALES | CENTRO | 2015-06-09 | 1.395264 | 0 | 0.308 | 5 | EMPLEADO | TÉRMINO INDEFINIDO | 42 | SOLTERO | MASCULINO | 1.190805 | UNIVERSITARIO | FAMILIAR | A | 728 | 0 | 0.051393 | 0 | 1 | 2 | 1 |
| 9998 | 9999 | 0 | 0 | MDO | PERSONAS NATURALES | CENTRO | 2015-09-07 | 1.395264 | 2 | 0.308 | 15 | EMPLEADO | TÉRMINO INDEFINIDO | 35 | CASADO | FEMENINO | 1.202463 | TECNÓLOGO | FAMILIAR | A | 584 | 30 | 0.902128 | 30 | 0 | 1 | 1 |
| 9999 | 10000 | 0 | 0 | MDO | PERSONAS NATURALES | CENTRO | 2015-08-26 | 1.395377 | 1 | 0.308 | 4 | EMPLEADO | TÉRMINO INDEFINIDO | 25 | OTROS | MASCULINO | 1.205505 | UNIVERSITARIO | FAMILIAR | A | 697 | 0 | 0.923731 | 0 | 1 | 1 | 1 |